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* [gemini] add test
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* [gemini] use tensor counter
* [gemini] change default config in GeminiPlugin and GeminiDDP
* [chore] typo
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* [bug] fix silly bug
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* [chore] add test for prefetch
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* add parallel cross entropy output for falcon model & fix some typos in bloom.py
* fix module name error, self.model -> self.transformers in bloom, falcon model
* Fix the overflow bug of distributed cross entropy loss function when training with fp16
* add dtype to parallel cross entropy loss function
* fix dtype related typos adn prettify the loss.py
* fix grad dtype and update dtype mismatch error
* fix typo bugs
* [feat] Add distributed lamb; minor fixes in DeviceMesh (#5476)
* init: add dist lamb; add debiasing for lamb
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* [hotfix] Improve tester precision by removing ZeRO on vanilla lamb (#5576)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [optim] add distributed came (#5526)
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* came zero test pass
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* minor fix of dist_came and test
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* [optim] Distributed Adafactor (#5484)
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* [feature] update optimize readme;
* [fix] fix testcase;
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* [feature] Add transformers_bert model zoo in testcase;
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* [feature] add API Reference & Sample to optimizer Readme; add state check for bert exam;
* [feature] modify user documentation;
* [fix] fix readme format issue;
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* [fix] fix percision issue;
* [feature] add distributed rms;
* [feature] remove useless comment in testcase;
* [fix] Remove useless test; open zero test; remove fp16 test in bert exam;
* [feature] Extract distributed rms function;
* [feature] add booster + lowlevelzeroPlugin in test;
* [feature] add Start_with_booster_API case in md; add Supporting Information in md;
* [fix] Also remove state movement in base adafactor;
* [feature] extract factor function;
* [feature] add LowLevelZeroPlugin test;
* [fix] add tp=False and zero=True in logic;
* [fix] fix use zero logic;
* [feature] add row residue logic in column parallel factor;
* [feature] add check optim state func;
* [feature] Remove duplicate logic;
* [feature] update optim state check func and percision test bug;
* [fix] update/fix optim state; Still exist percision issue;
* [fix] Add use_zero check in _rms; Add plugin support info in Readme; Add Dist Adafactor init Info;
* [feature] removed print & comments in utils;
* [feature] uodate Readme;
* [feature] add LowLevelZeroPlugin test with Bert model zoo;
* [fix] fix logic in _rms;
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* [fix] remove comments in testcase;
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* [Feature] refractor dist came; fix percision error; add low level zero test with bert model zoo; (#5676)
* [feature] daily update;
* [fix] fix dist came;
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* [fix] open rms; fix low level zero test; fix dist came test function name;
* [fix] remove redundant test;
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* [Feature] Add Galore (Adam, Adafactor) and distributed GaloreAdamW8bit (#5570)
* init: add dist lamb; add debiasing for lamb
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* all tests passed
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* add initial distributed galore
* add galore set param utils; change setup_distributed interface
* projected grad precision passed
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* tests passed; located svd precision issue in fwd-bwd; banned these tests
* Plugin DP + TP tests passed
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* add comments
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* remove moe changes
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* fix import
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* [Hotfix] Remove one buggy test case from dist_adafactor for now (#5692)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
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Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
* fix the num_heads assert
* fix the transformers import
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* fix the import
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* feat: support qwen2 model
* fix: modify model config and add Qwen2RMSNorm
* fix qwen2 model conflicts
* test: add qwen2 shard test
* to: add qwen2 auto policy
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* fix the conflicts
* add try catch
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* add the ColoAttention for the qwen2 model
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* add the unit test version check
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* fix the test input bug
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* fix the version check
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* fix test bugs
* add do sample test
* del useless lines
* fix comments
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* delete version tag
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* add
* del test sever
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* fix
* Revert "add"
This reverts commit b9305fb024.
* Adapt temperature processing logic
* add ValueError for top_p and top_k
* add GQA Test
* fix except_msg
* support ignore EOS token
* change variable's name
* fix annotation
* clean requirements
* modify example inference struct
* add test ci scripts
* mark test_infer as submodule
* rm deprecated cls & deps
* import of HAS_FLASH_ATTN
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* prune triton kernel tests
* increment pytest timeout mins
* revert import path in openmoe
* add assert for num of attention heads divisible by tp_size
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* [misc] remove config arg from initialize
* [misc] remove old tensor contrusctor
* [plugin] add npu support for ddp
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* [devops] fix doc test ci
* [test] fix test launch
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* [feature] qlora support
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* qlora follow commit
* migrate qutization folder to colossalai/
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* minor fixes
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* implement thread-safety singleton
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* refactor singleton implementation
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Edenzzzz